If You didn't get enough sweets on Valentine's Day, go get some gum drops and enjoy National Gumdrop Day today. Gumdrops are a tasty, chewy candy made with gelatin and coated with sugar.The story goes that a guy named Percy Trusdale invented the gumdrop in 1801. Since that time gumdrops have been a popular candy.